{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir(\"..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dataset:\n",
       "  mode: fine\n",
       "  root: ./cityscapes\n",
       "  target_type: semantic\n",
       "loader:\n",
       "  batch_size: 6\n",
       "name: cityscapes"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from configs.parser import Parser\n",
    "\n",
    "C = Parser(\"configs/default.yaml\").C.data\n",
    "C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cityscapes {'root': './cityscapes', 'mode': 'fine', 'target_type': 'semantic'} train\n",
      "cityscapes {'root': './cityscapes', 'mode': 'fine', 'target_type': 'semantic'} val\n"
     ]
    }
   ],
   "source": [
    "from datas import get_loader\n",
    "\n",
    "train_loader = get_loader(C, \"train\", distributed=False)\n",
    "valid_loader = get_loader(C, \"val\", distributed=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from torchvision import transforms\n",
    "\n",
    "\n",
    "to_pil = transforms.ToPILImage()\n",
    "\n",
    "\n",
    "def plot(img, mask):\n",
    "    img = to_pil(img)#.convert(\"RGB\")\n",
    "    mask = mask.numpy()[0]\n",
    "    mask[mask == 255] = 0\n",
    "    \n",
    "    fig, ax  = plt.subplots(1, 2)\n",
    "    ax[0].set_title(\"Image\")\n",
    "    ax[0].imshow(img)\n",
    "    ax[1].set_title(f\"Mask : {np.unique(mask)}\")\n",
    "    ax[1].imshow(mask)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for img, mask in train_loader.dataset:\n",
    "    plot(img, mask)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
